Responsible AI in Action: Data Guardrails, PII Protection

Saurabh Kumar, Christie Marsh

Saurabh Kumar and Christie Marsh discuss the implementation of responsible AI within the Salesforce ecosystem, focusing on architectural guardrails that protect sensitive information. Kumar explains how Vanshiv Technologies built a custom security layer over Copado AI and Agentia Testing to mask PII during requirements analysis and candidate evaluations. The conversation highlights the role of Context Hub in grounding AI agents in organizational metadata to prevent hallucinations and ensure compliance. Kumar concludes by advising developers to move beyond passive learning and achieve mastery through hands-on configuration of AI tools to solve specific enterprise deployment challenges.